ML acceleration guide: TPUs vs GPUs
There’s a lot of hype around GPUs and NVIDIA, but how much do you know about TPUs? Article includes code examples you can find near the end Rise of GP…
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Production GPU Training is 34% Slower. Show Me Why
A single slow GPU – a straggler – in a 1,000-node training cluster idles 999 healthy GPUs at every AllReduce barrier. The job does not crash. There is…
AI GPU Cost Audit for Indian AI Startups: H100, Inferentia2 & Spot Economics (2026)
Originally published at aicloudstrategist.com/blog/ai-gpu-cost-audit-india.html . This is a cross-post for the dev.to community. AI GPU Cost Audit for…
One Query, Four GPUs: Tracing a Distributed Training Stall Across Nodes
TL;DR A single straggling node held up a 4-node distributed training job. We found it by fanning out one SQL query to all four nodes and getting the a…
TGI - Text Generation Inference - Install, Config, Troubleshoot
Text Generation Inference (TGI) has a very specific energy. It is not the newest kid in the inference street, but it is the one that already learned h…